{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import requests\n",
    "%matplotlib inline\n",
    "url='https://api.github.com/users/genzj/repos?per_page=100'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 使用requests库下载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  'contents_url': 'https://api.github.com/repos/genzj/2048/contents/{+path}',\n",
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       "  'milestones_url': 'https://api.github.com/repos/genzj/2048/milestones{/number}',\n",
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       "   'gists_url': 'https://api.github.com/users/genzj/gists{/gist_id}',\n",
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       "   'repos_url': 'https://api.github.com/users/genzj/repos',\n",
       "   'site_admin': False,\n",
       "   'starred_url': 'https://api.github.com/users/genzj/starred{/owner}{/repo}',\n",
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       "   'type': 'User',\n",
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       "  'subscribers_url': 'https://api.github.com/repos/genzj/2048/subscribers',\n",
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       "  'teams_url': 'https://api.github.com/repos/genzj/2048/teams',\n",
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       "  'comments_url': 'https://api.github.com/repos/genzj/aiohttp/comments{/number}',\n",
       "  'commits_url': 'https://api.github.com/repos/genzj/aiohttp/commits{/sha}',\n",
       "  'compare_url': 'https://api.github.com/repos/genzj/aiohttp/compare/{base}...{head}',\n",
       "  'contents_url': 'https://api.github.com/repos/genzj/aiohttp/contents/{+path}',\n",
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       "  'default_branch': 'master',\n",
       "  'deployments_url': 'https://api.github.com/repos/genzj/aiohttp/deployments',\n",
       "  'description': 'http client/server for asyncio (PEP-3156)',\n",
       "  'downloads_url': 'https://api.github.com/repos/genzj/aiohttp/downloads',\n",
       "  'events_url': 'https://api.github.com/repos/genzj/aiohttp/events',\n",
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       "  'forks': 1,\n",
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       "  'forks_url': 'https://api.github.com/repos/genzj/aiohttp/forks',\n",
       "  'full_name': 'genzj/aiohttp',\n",
       "  'git_commits_url': 'https://api.github.com/repos/genzj/aiohttp/git/commits{/sha}',\n",
       "  'git_refs_url': 'https://api.github.com/repos/genzj/aiohttp/git/refs{/sha}',\n",
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       "  'has_issues': False,\n",
       "  'has_pages': False,\n",
       "  'has_projects': True,\n",
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       "  'issues_url': 'https://api.github.com/repos/genzj/aiohttp/issues{/number}',\n",
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       "  'labels_url': 'https://api.github.com/repos/genzj/aiohttp/labels{/name}',\n",
       "  'language': 'Python',\n",
       "  'languages_url': 'https://api.github.com/repos/genzj/aiohttp/languages',\n",
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       "   'name': 'Apache License 2.0',\n",
       "   'spdx_id': 'Apache-2.0',\n",
       "   'url': 'https://api.github.com/licenses/apache-2.0'},\n",
       "  'merges_url': 'https://api.github.com/repos/genzj/aiohttp/merges',\n",
       "  'milestones_url': 'https://api.github.com/repos/genzj/aiohttp/milestones{/number}',\n",
       "  'mirror_url': None,\n",
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       "  'open_issues': 0,\n",
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       "   'followers_url': 'https://api.github.com/users/genzj/followers',\n",
       "   'following_url': 'https://api.github.com/users/genzj/following{/other_user}',\n",
       "   'gists_url': 'https://api.github.com/users/genzj/gists{/gist_id}',\n",
       "   'gravatar_id': '',\n",
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       "   'organizations_url': 'https://api.github.com/users/genzj/orgs',\n",
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       "   'repos_url': 'https://api.github.com/users/genzj/repos',\n",
       "   'site_admin': False,\n",
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       "   'type': 'User',\n",
       "   'url': 'https://api.github.com/users/genzj'},\n",
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       "  'subscribers_url': 'https://api.github.com/repos/genzj/aiohttp/subscribers',\n",
       "  'subscription_url': 'https://api.github.com/repos/genzj/aiohttp/subscription',\n",
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       "  'blobs_url': 'https://api.github.com/repos/genzj/android-serialport-api/git/blobs{/sha}',\n",
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       "  'collaborators_url': 'https://api.github.com/repos/genzj/android-serialport-api/collaborators{/collaborator}',\n",
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       "  'events_url': 'https://api.github.com/repos/genzj/android-serialport-api/events',\n",
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       "  'languages_url': 'https://api.github.com/repos/genzj/android-serialport-api/languages',\n",
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       "  'subscription_url': 'https://api.github.com/repos/genzj/vim-go/subscription',\n",
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       "  'teams_url': 'https://api.github.com/repos/genzj/vim-go/teams',\n",
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       "  'updated_at': '2016-12-25T03:49:27Z',\n",
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       " {'archive_url': 'https://api.github.com/repos/genzj/watch-http-server/{archive_format}{/ref}',\n",
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       "  'assignees_url': 'https://api.github.com/repos/genzj/watch-http-server/assignees{/user}',\n",
       "  'blobs_url': 'https://api.github.com/repos/genzj/watch-http-server/git/blobs{/sha}',\n",
       "  'branches_url': 'https://api.github.com/repos/genzj/watch-http-server/branches{/branch}',\n",
       "  'clone_url': 'https://github.com/genzj/watch-http-server.git',\n",
       "  'collaborators_url': 'https://api.github.com/repos/genzj/watch-http-server/collaborators{/collaborator}',\n",
       "  'comments_url': 'https://api.github.com/repos/genzj/watch-http-server/comments{/number}',\n",
       "  'commits_url': 'https://api.github.com/repos/genzj/watch-http-server/commits{/sha}',\n",
       "  'compare_url': 'https://api.github.com/repos/genzj/watch-http-server/compare/{base}...{head}',\n",
       "  'contents_url': 'https://api.github.com/repos/genzj/watch-http-server/contents/{+path}',\n",
       "  'contributors_url': 'https://api.github.com/repos/genzj/watch-http-server/contributors',\n",
       "  'created_at': '2017-10-13T16:12:54Z',\n",
       "  'default_branch': 'master',\n",
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       "  'issue_comment_url': 'https://api.github.com/repos/genzj/watch-http-server/issues/comments{/number}',\n",
       "  'issue_events_url': 'https://api.github.com/repos/genzj/watch-http-server/issues/events{/number}',\n",
       "  'issues_url': 'https://api.github.com/repos/genzj/watch-http-server/issues{/number}',\n",
       "  'keys_url': 'https://api.github.com/repos/genzj/watch-http-server/keys{/key_id}',\n",
       "  'labels_url': 'https://api.github.com/repos/genzj/watch-http-server/labels{/name}',\n",
       "  'language': 'JavaScript',\n",
       "  'languages_url': 'https://api.github.com/repos/genzj/watch-http-server/languages',\n",
       "  'license': None,\n",
       "  'merges_url': 'https://api.github.com/repos/genzj/watch-http-server/merges',\n",
       "  'milestones_url': 'https://api.github.com/repos/genzj/watch-http-server/milestones{/number}',\n",
       "  'mirror_url': None,\n",
       "  'name': 'watch-http-server',\n",
       "  'notifications_url': 'https://api.github.com/repos/genzj/watch-http-server/notifications{?since,all,participating}',\n",
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       "   'events_url': 'https://api.github.com/users/genzj/events{/privacy}',\n",
       "   'followers_url': 'https://api.github.com/users/genzj/followers',\n",
       "   'following_url': 'https://api.github.com/users/genzj/following{/other_user}',\n",
       "   'gists_url': 'https://api.github.com/users/genzj/gists{/gist_id}',\n",
       "   'gravatar_id': '',\n",
       "   'html_url': 'https://github.com/genzj',\n",
       "   'id': 1018413,\n",
       "   'login': 'genzj',\n",
       "   'organizations_url': 'https://api.github.com/users/genzj/orgs',\n",
       "   'received_events_url': 'https://api.github.com/users/genzj/received_events',\n",
       "   'repos_url': 'https://api.github.com/users/genzj/repos',\n",
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       "   'starred_url': 'https://api.github.com/users/genzj/starred{/owner}{/repo}',\n",
       "   'subscriptions_url': 'https://api.github.com/users/genzj/subscriptions',\n",
       "   'type': 'User',\n",
       "   'url': 'https://api.github.com/users/genzj'},\n",
       "  'private': False,\n",
       "  'pulls_url': 'https://api.github.com/repos/genzj/watch-http-server/pulls{/number}',\n",
       "  'pushed_at': '2017-10-13T16:50:58Z',\n",
       "  'releases_url': 'https://api.github.com/repos/genzj/watch-http-server/releases{/id}',\n",
       "  'size': 701,\n",
       "  'ssh_url': 'git@github.com:genzj/watch-http-server.git',\n",
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       "  'statuses_url': 'https://api.github.com/repos/genzj/watch-http-server/statuses/{sha}',\n",
       "  'subscribers_url': 'https://api.github.com/repos/genzj/watch-http-server/subscribers',\n",
       "  'subscription_url': 'https://api.github.com/repos/genzj/watch-http-server/subscription',\n",
       "  'svn_url': 'https://github.com/genzj/watch-http-server',\n",
       "  'tags_url': 'https://api.github.com/repos/genzj/watch-http-server/tags',\n",
       "  'teams_url': 'https://api.github.com/repos/genzj/watch-http-server/teams',\n",
       "  'trees_url': 'https://api.github.com/repos/genzj/watch-http-server/git/trees{/sha}',\n",
       "  'updated_at': '2017-10-13T16:12:56Z',\n",
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       "  'watchers': 0,\n",
       "  'watchers_count': 0},\n",
       " {'archive_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/{archive_format}{/ref}',\n",
       "  'archived': False,\n",
       "  'assignees_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/assignees{/user}',\n",
       "  'blobs_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/git/blobs{/sha}',\n",
       "  'branches_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/branches{/branch}',\n",
       "  'clone_url': 'https://github.com/genzj/web-crawler-training-exercise.git',\n",
       "  'collaborators_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/collaborators{/collaborator}',\n",
       "  'comments_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/comments{/number}',\n",
       "  'commits_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/commits{/sha}',\n",
       "  'compare_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/compare/{base}...{head}',\n",
       "  'contents_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/contents/{+path}',\n",
       "  'contributors_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/contributors',\n",
       "  'created_at': '2017-08-26T03:28:22Z',\n",
       "  'default_branch': 'master',\n",
       "  'deployments_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/deployments',\n",
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       "  'events_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/events',\n",
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       "  'forks_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/forks',\n",
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       "  'git_commits_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/git/commits{/sha}',\n",
       "  'git_refs_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/git/refs{/sha}',\n",
       "  'git_tags_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/git/tags{/sha}',\n",
       "  'git_url': 'git://github.com/genzj/web-crawler-training-exercise.git',\n",
       "  'has_downloads': True,\n",
       "  'has_issues': True,\n",
       "  'has_pages': False,\n",
       "  'has_projects': True,\n",
       "  'has_wiki': True,\n",
       "  'homepage': None,\n",
       "  'hooks_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/hooks',\n",
       "  'html_url': 'https://github.com/genzj/web-crawler-training-exercise',\n",
       "  'id': 101459908,\n",
       "  'issue_comment_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/issues/comments{/number}',\n",
       "  'issue_events_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/issues/events{/number}',\n",
       "  'issues_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/issues{/number}',\n",
       "  'keys_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/keys{/key_id}',\n",
       "  'labels_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/labels{/name}',\n",
       "  'language': 'Python',\n",
       "  'languages_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/languages',\n",
       "  'license': None,\n",
       "  'merges_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/merges',\n",
       "  'milestones_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/milestones{/number}',\n",
       "  'mirror_url': None,\n",
       "  'name': 'web-crawler-training-exercise',\n",
       "  'notifications_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/notifications{?since,all,participating}',\n",
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       "   'events_url': 'https://api.github.com/users/genzj/events{/privacy}',\n",
       "   'followers_url': 'https://api.github.com/users/genzj/followers',\n",
       "   'following_url': 'https://api.github.com/users/genzj/following{/other_user}',\n",
       "   'gists_url': 'https://api.github.com/users/genzj/gists{/gist_id}',\n",
       "   'gravatar_id': '',\n",
       "   'html_url': 'https://github.com/genzj',\n",
       "   'id': 1018413,\n",
       "   'login': 'genzj',\n",
       "   'organizations_url': 'https://api.github.com/users/genzj/orgs',\n",
       "   'received_events_url': 'https://api.github.com/users/genzj/received_events',\n",
       "   'repos_url': 'https://api.github.com/users/genzj/repos',\n",
       "   'site_admin': False,\n",
       "   'starred_url': 'https://api.github.com/users/genzj/starred{/owner}{/repo}',\n",
       "   'subscriptions_url': 'https://api.github.com/users/genzj/subscriptions',\n",
       "   'type': 'User',\n",
       "   'url': 'https://api.github.com/users/genzj'},\n",
       "  'private': False,\n",
       "  'pulls_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/pulls{/number}',\n",
       "  'pushed_at': '2017-08-30T14:24:38Z',\n",
       "  'releases_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/releases{/id}',\n",
       "  'size': 23,\n",
       "  'ssh_url': 'git@github.com:genzj/web-crawler-training-exercise.git',\n",
       "  'stargazers_count': 3,\n",
       "  'stargazers_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/stargazers',\n",
       "  'statuses_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/statuses/{sha}',\n",
       "  'subscribers_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/subscribers',\n",
       "  'subscription_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/subscription',\n",
       "  'svn_url': 'https://github.com/genzj/web-crawler-training-exercise',\n",
       "  'tags_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/tags',\n",
       "  'teams_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/teams',\n",
       "  'trees_url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise/git/trees{/sha}',\n",
       "  'updated_at': '2017-10-19T09:43:53Z',\n",
       "  'url': 'https://api.github.com/repos/genzj/web-crawler-training-exercise',\n",
       "  'watchers': 3,\n",
       "  'watchers_count': 3}]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "req = requests.get(url)\n",
    "raw = req.json()\n",
    "raw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 将数据转换成DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <td>https://github.com/genzj/aiohttp.git</td>\n",
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       "      <td>https://api.github.com/repos/genzj/aiohttp/com...</td>\n",
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       "      <td>https://api.github.com/repos/genzj/aiohttp/sub...</td>\n",
       "      <td>https://github.com/genzj/aiohttp</td>\n",
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       "\n",
       "[5 rows x 71 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = pd.DataFrame(raw)\n",
    "data1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 使用`full_name`作为索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://github.com/genzj/aws-iot-device-sdk-js</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>2017-12-26T14:32:06Z</td>\n",
       "      <td>https://api.github.com/repos/genzj/aws-iot-dev...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 70 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                         archive_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/{archi...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/{ar...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                   archived  \\\n",
       "full_name                                     \n",
       "genzj/2048                            False   \n",
       "genzj/aiohttp                         False   \n",
       "genzj/android-serialport-api          False   \n",
       "genzj/angularjs-training-exercise     False   \n",
       "genzj/aws-iot-device-sdk-js           False   \n",
       "\n",
       "                                                                       assignees_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/assign...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/ass...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           blobs_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/git/bl...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/git...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                        branches_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/branch...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/bra...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           clone_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                                         https://github.com/genzj/2048.git   \n",
       "genzj/aiohttp                                   https://github.com/genzj/aiohttp.git   \n",
       "genzj/android-serialport-api       https://github.com/genzj/android-serialport-ap...   \n",
       "genzj/angularjs-training-exercise  https://github.com/genzj/angularjs-training-ex...   \n",
       "genzj/aws-iot-device-sdk-js        https://github.com/genzj/aws-iot-device-sdk-js...   \n",
       "\n",
       "                                                                   collaborators_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/collab...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/col...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                        comments_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/commen...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                         commits_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/commit...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                         compare_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/compar...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/com...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                        ...        \\\n",
       "full_name                               ...         \n",
       "genzj/2048                              ...         \n",
       "genzj/aiohttp                           ...         \n",
       "genzj/android-serialport-api            ...         \n",
       "genzj/angularjs-training-exercise       ...         \n",
       "genzj/aws-iot-device-sdk-js             ...         \n",
       "\n",
       "                                                                     subscribers_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/subscr...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/sub...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                    subscription_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/subscr...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/sub...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                             svn_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                                             https://github.com/genzj/2048   \n",
       "genzj/aiohttp                                       https://github.com/genzj/aiohttp   \n",
       "genzj/android-serialport-api         https://github.com/genzj/android-serialport-api   \n",
       "genzj/angularjs-training-exercise  https://github.com/genzj/angularjs-training-ex...   \n",
       "genzj/aws-iot-device-sdk-js           https://github.com/genzj/aws-iot-device-sdk-js   \n",
       "\n",
       "                                                                            tags_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                              https://api.github.com/repos/genzj/2048/tags   \n",
       "genzj/aiohttp                        https://api.github.com/repos/genzj/aiohttp/tags   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           teams_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                             https://api.github.com/repos/genzj/2048/teams   \n",
       "genzj/aiohttp                       https://api.github.com/repos/genzj/aiohttp/teams   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                                                           trees_url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                         https://api.github.com/repos/genzj/2048/git/tr...   \n",
       "genzj/aiohttp                      https://api.github.com/repos/genzj/aiohttp/git...   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                             updated_at  \\\n",
       "full_name                                                 \n",
       "genzj/2048                         2014-03-19T01:14:42Z   \n",
       "genzj/aiohttp                      2016-06-20T09:42:45Z   \n",
       "genzj/android-serialport-api       2015-04-06T13:03:31Z   \n",
       "genzj/angularjs-training-exercise  2017-06-28T16:09:34Z   \n",
       "genzj/aws-iot-device-sdk-js        2017-12-26T14:32:06Z   \n",
       "\n",
       "                                                                                 url  \\\n",
       "full_name                                                                              \n",
       "genzj/2048                                   https://api.github.com/repos/genzj/2048   \n",
       "genzj/aiohttp                             https://api.github.com/repos/genzj/aiohttp   \n",
       "genzj/android-serialport-api       https://api.github.com/repos/genzj/android-ser...   \n",
       "genzj/angularjs-training-exercise  https://api.github.com/repos/genzj/angularjs-t...   \n",
       "genzj/aws-iot-device-sdk-js        https://api.github.com/repos/genzj/aws-iot-dev...   \n",
       "\n",
       "                                   watchers  watchers_count  \n",
       "full_name                                                    \n",
       "genzj/2048                                0               0  \n",
       "genzj/aiohttp                             0               0  \n",
       "genzj/android-serialport-api              0               0  \n",
       "genzj/angularjs-training-exercise         0               0  \n",
       "genzj/aws-iot-device-sdk-js               0               0  \n",
       "\n",
       "[5 rows x 70 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=data1.set_index('full_name')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 观察数据基本形态\n",
    "可以直接得出：仓库数量（id-count）、star/fork最大值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>forks</th>\n",
       "      <th>forks_count</th>\n",
       "      <th>id</th>\n",
       "      <th>open_issues</th>\n",
       "      <th>open_issues_count</th>\n",
       "      <th>size</th>\n",
       "      <th>stargazers_count</th>\n",
       "      <th>watchers</th>\n",
       "      <th>watchers_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>5.600000e+01</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>56.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.482143</td>\n",
       "      <td>1.482143</td>\n",
       "      <td>6.089764e+07</td>\n",
       "      <td>0.642857</td>\n",
       "      <td>0.642857</td>\n",
       "      <td>1815.285714</td>\n",
       "      <td>5.732143</td>\n",
       "      <td>5.732143</td>\n",
       "      <td>5.732143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.490648</td>\n",
       "      <td>9.490648</td>\n",
       "      <td>4.173629e+07</td>\n",
       "      <td>3.574804</td>\n",
       "      <td>3.574804</td>\n",
       "      <td>2969.867990</td>\n",
       "      <td>38.219696</td>\n",
       "      <td>38.219696</td>\n",
       "      <td>38.219696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.322740e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.983754e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.347280e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>289.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.014597e+08</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2189.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>71.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1.256364e+08</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>11587.000000</td>\n",
       "      <td>286.000000</td>\n",
       "      <td>286.000000</td>\n",
       "      <td>286.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           forks  forks_count            id  open_issues  open_issues_count  \\\n",
       "count  56.000000    56.000000  5.600000e+01    56.000000          56.000000   \n",
       "mean    1.482143     1.482143  6.089764e+07     0.642857           0.642857   \n",
       "std     9.490648     9.490648  4.173629e+07     3.574804           3.574804   \n",
       "min     0.000000     0.000000  2.322740e+06     0.000000           0.000000   \n",
       "25%     0.000000     0.000000  1.983754e+07     0.000000           0.000000   \n",
       "50%     0.000000     0.000000  6.347280e+07     0.000000           0.000000   \n",
       "75%     0.000000     0.000000  1.014597e+08     0.000000           0.000000   \n",
       "max    71.000000    71.000000  1.256364e+08    25.000000          25.000000   \n",
       "\n",
       "               size  stargazers_count    watchers  watchers_count  \n",
       "count     56.000000         56.000000   56.000000       56.000000  \n",
       "mean    1815.285714          5.732143    5.732143        5.732143  \n",
       "std     2969.867990         38.219696   38.219696       38.219696  \n",
       "min        2.000000          0.000000    0.000000        0.000000  \n",
       "25%       96.250000          0.000000    0.000000        0.000000  \n",
       "50%      289.000000          0.000000    0.000000        0.000000  \n",
       "75%     2189.250000          1.000000    1.000000        1.000000  \n",
       "max    11587.000000        286.000000  286.000000      286.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 画出仓库大小直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11b85750>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['size'].sort_values().plot(kind='bar', sort_columns=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3920"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.size"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
